All success cases CASE 05 · DATA AND BI

Fifty One Million Dollars, Reconciled While You Sleep

An eight figure loan portfolio that reports on itself, verifies itself, and never files a bad number.

  1. $51M Investment portfolio, fully automated
    150+ Hours of manual work eliminated per year
    $9,000+ Saved annually in analyst labour
    100% Unattended operation, every cycle
  2. The problem

    A $51M portfolio, dozens of investors, dozens of active loans, and all of it reconciled by hand. Ten to fifteen hours per cycle, over 150 hours a year, of someone cross referencing spreadsheets. And the real danger was not the time. It was that a single regulatory reporting error carried financial penalties and audit exposure, and there was no automated layer to catch a mistake before it reached the report. The risk was not the hours. It was the business.

  3. The solution

    The portfolio management system is queried automatically. Every loan, investor and holdback figure is pulled, calculated and verified inside the pipeline. No manual formulas. A live dashboard shows portfolio health, the capital deployment ratio, investor concentration and risk flags, updated in real time, with full historical navigation to any month of any year. Integrity checks run on every single execution and the compliance status is flagged instantly, ready for a human to review and approve. Compliance risk was not reduced. It was removed from the manual path entirely.

  4. How it was built

    Four layers. Data extraction: the portfolio management software is queried directly through its API and all loan, investor and holdback data comes out automatically. A calculation engine: every compliance figure is engineered, calculated and cross checked inside the pipeline, so no human ever types a formula. A live dashboard: portfolio health, deployment ratio and investor analysis populate themselves. And a verification layer: automated integrity checks on every run, so errors surface before the report exists, not after it has been filed. A person still approves. They just no longer do the arithmetic.

    Watch the wires draw. This is the real architecture.

    01PORTFOLIO MANAGEMENTAPI02AUTOMATED CALCULATIONENGINE03LIVE DASHBOARD04VERIFICATION LAYER 01PORTFOLIO MANAGEMENT API02AUTOMATED CALCULATION ENGINE03LIVE DASHBOARD04VERIFICATION LAYER
    Portfolio management APIAutomated calculation engineLive dashboardVerification layer
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